# General Competence on G2U Overall Source: [General Competence on G2U Overall]() Collection index: [llms.txt]() Data updated: 2026-05-15T07:24:23.464Z Evaluation of model's general competence performance on the G2U Overall dataset, typically measured by average rank. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | General Competence | | Dataset (including any stated split) | G2U Overall | | Metric | Average Rank (Overall) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 30 of 30 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Average Rank (Overall)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average Rank (Overall) | Result date | Report paper | | --- | --- | --- | --- | | Human | 2.8 | Not recorded | 691ea07fd6b0dd334292df3b | | Qwen3-VL-8B | 4.9 | Not recorded | 691ea07fd6b0dd334292df3b | | DQN | 10.6 | Not recorded | 691ea07fd6b0dd334292df3b | | DreamerV3 | 10.7 | Not recorded | 691ea07fd6b0dd334292df3b | | DQN | 11.4 | Not recorded | 691ea07fd6b0dd334292df3b | | PPO | 12 | Not recorded | 691ea07fd6b0dd334292df3b | | DQN | 12.2 | Not recorded | 691ea07fd6b0dd334292df3b | | GenieRedux | 12.4 | Not recorded | 691ea07fd6b0dd334292df3b | | DreamerV3 | 13.1 | Not recorded | 691ea07fd6b0dd334292df3b | | Qwen3-VL-8B-BC | 13.3 | Not recorded | 691ea07fd6b0dd334292df3b | | GPT-5 | 13.3 | Not recorded | 691ea07fd6b0dd334292df3b | | GenieRedux | 14.2 | Not recorded | 691ea07fd6b0dd334292df3b | | PPO | 14.7 | Not recorded | 691ea07fd6b0dd334292df3b | | PPO | 14.8 | Not recorded | 691ea07fd6b0dd334292df3b | | DreamerV3 | 15.4 | Not recorded | 691ea07fd6b0dd334292df3b | | GenieRedux | 16.1 | Not recorded | 691ea07fd6b0dd334292df3b | | GPT-4o | 16.4 | Not recorded | 691ea07fd6b0dd334292df3b | | ACT-BC | 16.6 | Not recorded | 691ea07fd6b0dd334292df3b | | GPT-5 | 16.8 | Not recorded | 691ea07fd6b0dd334292df3b | | Qwen3-VL-30B-A3B | 17.6 | Not recorded | 691ea07fd6b0dd334292df3b | | GPT-5 | 17.9 | Not recorded | 691ea07fd6b0dd334292df3b | | Qwen3-VL-8B | 18.2 | Not recorded | 691ea07fd6b0dd334292df3b | | V-JEPA2 | 18.3 | Not recorded | 691ea07fd6b0dd334292df3b | | GPT-4o | 18.8 | Not recorded | 691ea07fd6b0dd334292df3b | | GPT-4o | 19.4 | Not recorded | 691ea07fd6b0dd334292df3b | | V-JEPA2 | 20.2 | Not recorded | 691ea07fd6b0dd334292df3b | | V-JEPA2 | 20.8 | Not recorded | 691ea07fd6b0dd334292df3b | | Qwen3-VL-30B-A3B | 22.4 | Not recorded | 691ea07fd6b0dd334292df3b | | Qwen3-VL-30B-A3B | 22.7 | Not recorded | 691ea07fd6b0dd334292df3b | | Random | 26.9 | Not recorded | 691ea07fd6b0dd334292df3b | ### Human Average Rank (Overall): 2.8. Result ID: 6a06ca2047f34ce924edfff1. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"Control Group"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Average Rank (Overall): 4.9. Result ID: 6a06ca2047f34ce924ee000d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Interactive Physical Reasoner Group","Interactive Physical Reasoner (IPR) Status":"w/ IPR"}. This record does not assert independent reproduction. ### DQN Average Rank (Overall): 10.6. Result ID: 6a06ca2047f34ce924edfff8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Reinforcement Learning (RL) Group","Optimization Objective (@)":"curiosity"}. This record does not assert independent reproduction. ### DreamerV3 Average Rank (Overall): 10.7. Result ID: 6a06ca2047f34ce924edfffb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"World Model Group","Optimization Objective (@)":"curiosity"}. This record does not assert independent reproduction. ### DQN Average Rank (Overall): 11.4. Result ID: 6a06ca2047f34ce924edfff9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Reinforcement Learning (RL) Group","Optimization Objective (@)":"utility"}. This record does not assert independent reproduction. ### PPO Average Rank (Overall): 12. Result ID: 6a06ca2047f34ce924edfff4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Reinforcement Learning (RL) Group","Optimization Objective (@)":"survival"}. This record does not assert independent reproduction. ### DQN Average Rank (Overall): 12.2. Result ID: 6a06ca2047f34ce924edfff7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Reinforcement Learning (RL) Group","Optimization Objective (@)":"survival"}. This record does not assert independent reproduction. ### GenieRedux Average Rank (Overall): 12.4. Result ID: 6a06ca2047f34ce924ee0002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"World Model Group","Optimization Objective (@)":"utility"}. This record does not assert independent reproduction. ### DreamerV3 Average Rank (Overall): 13.1. Result ID: 6a06ca2047f34ce924edfffa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"World Model Group","Optimization Objective (@)":"survival"}. This record does not assert independent reproduction. ### Qwen3-VL-8B-BC Average Rank (Overall): 13.3. Result ID: 6a06ca2047f34ce924edfff3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Imitation Learning (IL) Group"}. This record does not assert independent reproduction. ### GPT-5 Average Rank (Overall): 13.3. Result ID: 6a06ca2047f34ce924ee0006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Multimodal Large Language Model (MLLM) Group","Optimization Objective (@)":"survival"}. This record does not assert independent reproduction. ### GenieRedux Average Rank (Overall): 14.2. Result ID: 6a06ca2047f34ce924ee0000. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"World Model Group","Optimization Objective (@)":"survival"}. This record does not assert independent reproduction. ### PPO Average Rank (Overall): 14.7. Result ID: 6a06ca2047f34ce924edfff6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Reinforcement Learning (RL) Group","Optimization Objective (@)":"utility"}. This record does not assert independent reproduction. ### PPO Average Rank (Overall): 14.8. Result ID: 6a06ca2047f34ce924edfff5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Reinforcement Learning (RL) Group","Optimization Objective (@)":"curiosity"}. This record does not assert independent reproduction. ### DreamerV3 Average Rank (Overall): 15.4. Result ID: 6a06ca2047f34ce924edfffc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"World Model Group","Optimization Objective (@)":"utility"}. This record does not assert independent reproduction. ### GenieRedux Average Rank (Overall): 16.1. Result ID: 6a06ca2047f34ce924ee0001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"World Model Group","Optimization Objective (@)":"curiosity"}. This record does not assert independent reproduction. ### GPT-4o Average Rank (Overall): 16.4. Result ID: 6a06ca2047f34ce924ee0003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Multimodal Large Language Model (MLLM) Group","Optimization Objective (@)":"survival"}. This record does not assert independent reproduction. ### ACT-BC Average Rank (Overall): 16.6. Result ID: 6a06ca2047f34ce924edfff2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Imitation Learning (IL) Group"}. This record does not assert independent reproduction. ### GPT-5 Average Rank (Overall): 16.8. Result ID: 6a06ca2047f34ce924ee0008. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Multimodal Large Language Model (MLLM) Group","Optimization Objective (@)":"utility"}. This record does not assert independent reproduction. ### Qwen3-VL-30B-A3B Average Rank (Overall): 17.6. Result ID: 6a06ca2047f34ce924ee000b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Multimodal Large Language Model (MLLM) Group","Optimization Objective (@)":"utility"}. This record does not assert independent reproduction. ### GPT-5 Average Rank (Overall): 17.9. Result ID: 6a06ca2047f34ce924ee0007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Multimodal Large Language Model (MLLM) Group","Optimization Objective (@)":"curiosity"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Average Rank (Overall): 18.2. Result ID: 6a06ca2047f34ce924ee000c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Interactive Physical Reasoner Group","Interactive Physical Reasoner (IPR) Status":"w/o IPR"}. This record does not assert independent reproduction. ### V-JEPA2 Average Rank (Overall): 18.3. Result ID: 6a06ca2047f34ce924edfffd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"World Model Group","Optimization Objective (@)":"survival"}. This record does not assert independent reproduction. ### GPT-4o Average Rank (Overall): 18.8. Result ID: 6a06ca2047f34ce924ee0005. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Multimodal Large Language Model (MLLM) Group","Optimization Objective (@)":"utility"}. This record does not assert independent reproduction. ### GPT-4o Average Rank (Overall): 19.4. Result ID: 6a06ca2047f34ce924ee0004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Multimodal Large Language Model (MLLM) Group","Optimization Objective (@)":"curiosity"}. This record does not assert independent reproduction. ### V-JEPA2 Average Rank (Overall): 20.2. Result ID: 6a06ca2047f34ce924edffff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"World Model Group","Optimization Objective (@)":"utility"}. This record does not assert independent reproduction. ### V-JEPA2 Average Rank (Overall): 20.8. Result ID: 6a06ca2047f34ce924edfffe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"World Model Group","Optimization Objective (@)":"curiosity"}. This record does not assert independent reproduction. ### Qwen3-VL-30B-A3B Average Rank (Overall): 22.4. Result ID: 6a06ca2047f34ce924ee000a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Multimodal Large Language Model (MLLM) Group","Optimization Objective (@)":"curiosity"}. This record does not assert independent reproduction. ### Qwen3-VL-30B-A3B Average Rank (Overall): 22.7. Result ID: 6a06ca2047f34ce924ee0009. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Multimodal Large Language Model (MLLM) Group","Optimization Objective (@)":"survival"}. This record does not assert independent reproduction. ### Random Average Rank (Overall): 26.9. Result ID: 6a06ca2047f34ce924edfff0. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"Control Group"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.